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Word Embeddings

Word embedding is the collective name for a set of language modeling and feature learning techniques in natural language processing (NLP) where words or phrases from the vocabulary are mapped to vectors of real numbers.

Techniques for learning word embeddings can include Word2Vec, GloVe, and other neural network-based approaches that train on an NLP task such as language modeling or document classification.

( Image credit: Dynamic Word Embedding for Evolving Semantic Discovery )

Papers

Showing 12511275 of 4002 papers

TitleStatusHype
Multi-SimLex: A Large-Scale Evaluation of Multilingual and Crosslingual Lexical Semantic Similarity0
Cross-lingual Annotation Projection in Legal TextsCode0
Augmenting NLP models using Latent Feature Interpolations0
Meta-Embeddings for Natural Language Inference and Semantic Similarity tasks0
Graph-based Syntactic Word Embeddings0
Coordination Boundary Identification without Labeled Data for Compound Terms Disambiguation0
Contextualized Embeddings for Enriching Linguistic Analyses on Politeness0
Generating Varied Training Corpora in Runyankore Using a Combined Semantic and Syntactic, Pattern-Grammar-based Approach0
UAlberta at SemEval-2020 Task 2: Using Translations to Predict Cross-Lingual Entailment0
UZH at SemEval-2020 Task 3: Combining BERT with WordNet Sense Embeddings to Predict Graded Word Similarity Changes0
Consistent Structural Relation Learning for Zero-Shot Segmentation0
Embeddings in Natural Language Processing0
“Shakespeare in the Vectorian Age” – An evaluation of different word embeddings and NLP parameters for the detection of Shakespeare quotes0
A Co-Attentive Cross-Lingual Neural Model for Dialogue Breakdown DetectionCode0
Improving Word Embeddings through Iterative Refinement of Word- and Character-level Models0
Learning Negation Scope from Syntactic Structure0
Assessing Polyseme Sense Similarity through Co-predication Acceptability and Contextualised Embedding Distance0
Neural Networks approaches focused on French Spoken Language Understanding: application to the MEDIA Evaluation TaskCode0
Comparison between Voting Classifier and Deep Learning methods for Arabic Dialect Identification0
Amplifying the Range of News Stories with Creativity: Methods and their Evaluation, in Portuguese0
Combining Word Embeddings with Bilingual Orthography Embeddings for Bilingual Dictionary Induction0
SHIKEBLCU at SemEval-2020 Task 2: An External Knowledge-enhanced Matrix for Multilingual and Cross-Lingual Lexical Entailment0
MultiVitaminBooster at PARSEME Shared Task 2020: Combining Window- and Dependency-Based Features with Multilingual Contextualised Word Embeddings for VMWE Detection0
Multimodal Review Generation with Privacy and Fairness AwarenessCode0
A Simple and Effective Usage of Word Clusters for CBOW ModelCode0
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